{"id":"W3035850311","doi":"10.14740/gr1292","title":"Coronavirus Disease 2019: A Gastroenterologist’s Perspective in May 2020","year":2020,"lang":"en","type":"review","venue":"Gastroenterology Research","topic":"COVID-19 Clinical Research Studies","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Disease; Transmission (telecommunications); Coronavirus; Pandemic; Coronavirus disease 2019 (COVID-19); Pneumonia; Angiotensin-converting enzyme 2; Gastroenterology; Intensive care medicine; Internal medicine; Infectious disease (medical specialty)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003505549,0.0009491401,0.004859538,0.001343209,0.0002093696,0.00006818172,0.001425444,0.0005434433,0.0005378866],"category_scores_gemma":[0.03605554,0.00076687,0.001370887,0.0013474,0.002450658,0.0001022977,0.003173182,0.007799478,0.001610512],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00282544,"about_ca_system_score_gemma":0.002791093,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003668361,"about_ca_topic_score_gemma":0.0002665614,"domain_scores_codex":[0.9863771,0.004316635,0.001636405,0.002605751,0.0019362,0.003127938],"domain_scores_gemma":[0.9899783,0.005290242,0.0003149298,0.001529209,0.0008171353,0.002070235],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.02789834,0.004402718,0.2607634,0.05610695,0.003614302,0.04776634,0.0004614669,0.000008825743,0.000002480296,0.0003290321,0.04022163,0.5584245],"study_design_scores_gemma":[0.003089107,0.004354354,0.02575327,0.007136195,0.0005915887,0.00009120798,0.0001252752,0.00004544138,4.611837e-8,0.0001741716,0.9583805,0.0002588709],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0002461615,0.9722579,0.00003599521,0.02175319,0.0002308774,0.004568371,0.0004981044,0.0001229963,0.0002864254],"genre_scores_gemma":[0.001469267,0.9928051,0.0001105541,0.001553577,0.0009172087,0.001489163,0.0002214628,0.0001587587,0.00127497],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9181588,"threshold_uncertainty_score":0.9994782,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2967429698938312,"score_gpt":0.5749262421841759,"score_spread":0.2781832722903447,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}